{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**复习：**回顾学习完第一章，我们对泰坦尼克号数据有了基本的了解，也学到了一些基本的统计方法，第二章中我们学习了数据的清理和重构，使得数据更加的易于理解；今天我们要学习的是第二章第三节：**数据可视化**，主要给大家介绍一下Python数据可视化库Matplotlib，在本章学习中，你也许会觉得数据很有趣。在打比赛的过程中，数据可视化可以让我们更好的看到每一个关键步骤的结果如何，可以用来优化方案，是一个很有用的技巧。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 第二章：数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 开始之前，导入numpy、pandas以及matplotlib包和数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载所需的库\n",
    "# 如果出现 ModuleNotFoundError: No module named 'xxxx'\n",
    "# 你只需要在终端/cmd下 pip install xxxx 即可\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "作为一个平时用惯了pycharm的老混子用惯了plt.show()，对于加上%matplotlib inline有很大的疑问，所以今天就百度了一下。\n",
    "%matplotlib inline的作用是功能是可以内嵌绘图,不使用%matplotlib inline的话输出为类型及内存地址，加上以后就会内嵌图像。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  PassengerId  Survived  Pclass  \\\n",
       "0           0            1         0       3   \n",
       "1           1            2         1       1   \n",
       "2           2            3         1       3   \n",
       "3           3            4         1       1   \n",
       "4           4            5         0       3   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0    1.0   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0    1.0   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0    0.0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0    1.0   \n",
       "4                           Allen, Mr. William Henry    male  35.0    0.0   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0    0.0         A/5 21171   7.2500   NaN        S  \n",
       "1    0.0          PC 17599  71.2833   C85        C  \n",
       "2    0.0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3    0.0            113803  53.1000  C123        S  \n",
       "4    0.0            373450   8.0500   NaN        S  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#加载result.csv这个数据\n",
    "res = pd.read_csv('result.csv')\n",
    "res.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.7 如何让人一眼看懂你的数据？\n",
    "《Python for Data Analysis》第九章"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.1 任务一：跟着书本第九章，了解matplotlib，自己创建一个数据项，对其进行基本可视化"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】最基本的可视化图案有哪些？分别适用于那些场景？（比如折线图适合可视化某个属性值随时间变化的走势）\n",
    "\n",
    "   常用的可视化图表有折线图、散点图、直方图、柱形图等。\n",
    "   ### 直方图\n",
    "   ![image.png](https://pic4.zhimg.com/80/v2-755c2215b26d0424e44cc0666ac3e63c_720w.jpg)\n",
    "   ### 箱线图\n",
    "   ![image.png](https://pic1.zhimg.com/80/v2-46a756ef08b84f50c2068fb33b63ea62_720w.jpg)\n",
    "   ### 小提琴图\n",
    "   ![img](https://pic1.zhimg.com/80/v2-5f0a5f36954995583678e848c7dd7136_720w.jpg)\n",
    "   ### 条形图\n",
    "   ![img](https://pic2.zhimg.com/80/v2-94b2b974cb046b19a5e8f1fccf44ac1e_720w.jpg)\n",
    "   ### 折线图\n",
    "   ![img](https://pic1.zhimg.com/80/v2-1164df71002919c8835908e72ba2140d_720w.jpg)\n",
    "   ### 堆叠柱状图\n",
    "   ![img](https://pic1.zhimg.com/80/v2-277c19619e43223c6e30c041f3aef2ea_720w.jpg)\n",
    "   ### 散点图\n",
    "   ![img](https://pic2.zhimg.com/80/v2-5750230a34fbc3590efb6e29098266ca_720w.jpg)\n",
    "   ### 饼状图\n",
    "   ![img](https://pic3.zhimg.com/80/v2-5f874ded7033100cfa89c2f750759ca1_720w.jpg)\n",
    "   ### 热度图\n",
    "   ![img](https://pic2.zhimg.com/80/v2-d1383cc0f91596955115c45ec0846fd8_720w.jpg)\n",
    "   \n",
    "   1. 其中热度图可以应用于如人流密度可视化等；\n",
    "   2. 散点图常用于显示和比较跨类别的聚合数据，且数据量越多，散点图的效果也会越明显，应用于分析餐厅经营数据等类似场景。\n",
    "   3. 箱线图，该图信息量较大，不仅能够分析不同类别数据平均水平差异（需在箱线图中加入均值点），还能揭示数据间离散程度、异常值、分布差异等等。\n",
    "   4. 折线图，表现某事物、某指标随时间的变化情况，还可以用来绘制各种数学函数图像。可应用于显示公司产品每天活跃用户或下载量等场景。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.2 任务二：可视化展示泰坦尼克号数据集中男女中生存人数分布情况（用柱状图试试）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#代码编写\n",
    "sex = res.groupby('Sex')['Survived'].sum()\n",
    "sex.plot.bar()\n",
    "plt.title('Survived_count by Sex')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】计算出泰坦尼克号数据集中男女中死亡人数，并可视化展示？如何和男女生存人数可视化柱状图结合到一起？看到你的数据可视化，说说你的第一感受（比如：你一眼看出男生存活人数更多，那么性别可能会影响存活率）。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考题回答\n",
    "\n",
    "但从数据可视化后的图可知，生存人数中女性的人数大概是男性的两倍，但从这点分析女性的存活率要高一些。但如果从实际来说，优先让妇女和孩子先走的措施也使得女性的存活率较高。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.3 任务三：可视化展示泰坦尼克号数据集中男女中生存人与死亡人数的比例图（用柱状图试试）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'count')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#代码编写\n",
    "# 提示：计算男女中死亡人数 1表示生存，0表示死亡\n",
    "res.groupby(['Sex','Survived'])['Survived'].count().unstack().plot(kind='bar',stacked='True')\n",
    "plt.title('Survived_count by Sex')\n",
    "plt.ylabel('count')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【提示】男女这两个数据轴，存活和死亡人数按比例用柱状图表示"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.4 任务四：可视化展示泰坦尼克号数据集中不同票价的人生存和死亡人数分布情况。（用折线图试试）（横轴是不同票价，纵轴是存活人数）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【提示】对于这种统计性质的且用折线表示的数据，你可以考虑将数据排序或者不排序来分别表示。看看你能发现什么？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fare     Survived\n",
       "8.0500   0           38\n",
       "7.8958   0           37\n",
       "13.0000  0           26\n",
       "7.7500   0           22\n",
       "26.0000  0           16\n",
       "                     ..\n",
       "20.2500  1            1\n",
       "         0            1\n",
       "18.7875  1            1\n",
       "         0            1\n",
       "15.0500  0            1\n",
       "Name: Survived, Length: 330, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#代码编写\n",
    "# 计算不同票价中生存与死亡人数 1表示生存，0表示死亡\n",
    "tic_price_effect = res.groupby(['Fare'])['Survived'].value_counts().sort_values(ascending=False)\n",
    "tic_price_effect"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 18))\n",
    "tic_price_effect.plot(grid=True)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Fare      Survived\n",
       "0.0000    0           14\n",
       "          1            1\n",
       "4.0125    0            1\n",
       "5.0000    0            1\n",
       "6.2375    0            1\n",
       "                      ..\n",
       "247.5208  1            1\n",
       "262.3750  1            2\n",
       "263.0000  0            2\n",
       "          1            2\n",
       "512.3292  1            3\n",
       "Name: Survived, Length: 330, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 排序前绘折线图\n",
    "tic_price_effect1 = res.groupby(['Fare'])['Survived'].value_counts()\n",
    "tic_price_effect1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(20, 18))\n",
    "tic_price_effect1.plot(grid=True)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "#### 2.7.5 任务五：可视化展示泰坦尼克号数据集中不同仓位等级的人生存和死亡人员的分布情况。（用柱状图试试）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pclass  Survived\n",
       "1       1           136\n",
       "        0            80\n",
       "2       0            97\n",
       "        1            87\n",
       "3       0           372\n",
       "        1           119\n",
       "Name: Survived, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#代码编写\n",
    "# 1表示生存，0表示死亡\n",
    "pclass_sur = res.groupby(['Pclass'])['Survived'].value_counts()\n",
    "pclass_sur"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1cfb05efa08>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.countplot(x=\"Pclass\", hue=\"Survived\", data=res)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】看到这个前面几个数据可视化，说说你的第一感受和你的总结"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考题回答\n",
    "\n",
    "可以看出相对来说等级越高存活率更高，更优先得到救援。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.6 任务六：可视化展示泰坦尼克号数据集中不同年龄的人生存与死亡人数分布情况。(不限表达方式)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1cfb0663748>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 699.875x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "by_age = sns.FacetGrid(res, hue=\"Survived\",aspect=3)\n",
    "by_age.map(sns.kdeplot,'Age',shade= True)\n",
    "by_age.set(xlim=(0, res['Age'].max()))\n",
    "by_age.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2.7.7 任务七：可视化展示泰坦尼克号数据集中不同仓位等级的人年龄分布情况。（用折线图试试）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1cfb05c67c8>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res.Age[res.Pclass == 1].plot(kind='kde')\n",
    "res.Age[res.Pclass == 2].plot(kind='kde')\n",
    "res.Age[res.Pclass == 3].plot(kind='kde')\n",
    "plt.xlabel(\"age\")\n",
    "plt.legend((1,2,3),loc=\"best\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【思考】上面所有可视化的例子做一个总体的分析，你看看你能不能有自己发现"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上面的几个例子可以看出如下问题：\n",
    "\n",
    "1. 女性的存活率比男性高；\n",
    "2. 舱位等级高的人比等级低的人存活率低；\n",
    "3. 年纪大的人乘坐舱位等级高的舱位占比较高。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "【总结】到这里，我们的可视化就告一段落啦，如果你对数据可视化极其感兴趣，你还可以了解一下其他可视化模块，如：pyecharts，bokeh等。\n",
    "\n",
    "如果你在工作中使用数据可视化，你必须知道数据可视化最大的作用不是炫酷，而是最快最直观的理解数据要表达什么，你觉得呢？"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
